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06/01/2023
Initial Guessing Bias: How Untrained Networks Favor Some Classes
The initial state of neural networks plays a central role in conditionin...
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01/10/2023
Differentiable modeling to unify machine learning and physical models and advance Geosciences
Process-Based Modeling (PBM) and Machine Learning (ML) are often perceiv...
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07/01/2022
Characterizing the Effect of Class Imbalance on the Learning Dynamics
Data imbalance is a common problem in the machine learning literature th...
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10/07/2021
Predicting Chemical Hazard across Taxa through Machine Learning
We apply machine learning methods to predict chemical hazards focusing o...
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09/25/2018
